diff --git a/README.md b/README.md
index be1435d..c973f64 100644
--- a/README.md
+++ b/README.md
@@ -60,3 +60,8 @@ Pass `--help` to see a summary of subcommands and options.
 * evaluate
 
   Use datasets to evaluate the performance of a model and fine-tuning.
+
+# Demos and More Reading
+
+* [Category Inference Experiments With UCSINFER](https://squad51.us/notebook/category_inference_experiments_ucsinfer/)
+* [UCSINFER for Renaming Sounds](https://squad51.us/notebook/ucsinfer_to_rename_sounds/)